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Record W4415292836 · doi:10.18226/21789061.v17ip170201

Ciencia y movilidades para el desarrollo turístico en la Patagonia chilena

2025· article· W4415292836 on OpenAlexaff
Pascal Mao, Fabien Bourlon, Yannick Vialette, Pablo Szmulewicz, François de Grandpré

Bibliographic record

VenueRevista Rosa dos Ventos - Turismo e Hospitalidade · 2025
Typearticle
Language
FieldSocial Sciences
TopicRegional Development and Innovation
Canadian institutionsUniversité du Québec à Trois-Rivières
Fundersnot available
KeywordsTourismRelevance (law)Sociology of scientific knowledgeEcotourismTheme (computing)Scientific literature

Abstract

fetched live from OpenAlex

Since 2005, an international association has been conducting research on the types of tourism present in Chilean Patagonia, and more specifically in the Aysén region, which has led to the identification of various tourism niches, such as long-distance itineraries, backpackers, ecotourism practices and scientific tourism. These practices have been identified as cultural markers (Corneloup et al., 2004) of Patagonian tourism. Special attention is given to the notion of scientific tourism, given the widespread use of the concept in different tourism settings and contexts. A first attempt at synthesis and definition is proposed through a literature review (Mao and Bourlon, 2011ª) that demonstrates the existence of different forms of tourism practices and/or products that associate the scientific dimension to varying degrees. The conditions of emergence of the concept and its relevance to the dynamics of contemporary tourism show that the link between tourism and science is not evident to many authors. There are debates and sometimes contradictory points of view. For Chilean Patagonia, scientific tourism is proposed for its territorial development (Bourlon et al., 2011b; 2012). Based on the theme of scientific tourism, other concepts are examined, such as the knowledge economy, new forms of scientific cooperation, transformations and changes in mobility, scientific mediation, territorial intelligence, transitions in tourism and territorial systems, etc. In order to relate the contributions to the knowledge of this international cooperation, the proposed definition of Scientific Tourism and various experiences carried out in the Aysén Region are evaluated. This study is a contribution to the understanding of the use of science as a territorial resource, and science at the service of new forms of mediation will be presented. It seems that a more participatory science and an openness to scientific tourism within contemporary mobility can strengthen the development of nature tourism areas such as the Chilean Patagonia.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.088
Threshold uncertainty score0.175

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0020.003
Scholarly communication0.0040.002
Open science0.0010.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0110.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.012
GPT teacher head0.300
Teacher spread0.288 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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